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Abstract
BACKGROUND AND PURPOSE: The underlying transcriptomic signatures driving brain functional alterations in MS and neuromyelitis optica spectrum disorder (NMOSD) are still unclear.
MATERIALS AND METHODS: Regional fractional amplitude of low-frequency fluctuation (fALFF) values were obtained and compared among 209 patients with MS, 90 patients with antiaquaporin-4 antibody (AQP4)+ NMOSD, 49 with AQP4− NMOSD, and 228 healthy controls from a discovery cohort. We used partial least squares (PLS) regression to identify the gene transcriptomic signatures associated with disease-related fALFF alterations. The biologic process and cell type–specific signature of the identified PLS genes were explored by enrichment analysis. The correlation between PLS genes and clinical variables was explored. A prospective independent cohort was used to validate the brain fALFF alterations and the repeatability of identified genes.
RESULTS: MS, AQP4+ NMOSD, and AQP4− NMOSD showed decreased fALFF in cognition-related regions and deep gray matter, while NMOSD (both AQP4+ and AQP4−) additionally demonstrated lower fALFF in the visual region. The overlapping PLS1− genes (indicating that the genes were overexpressed as regional fALFF decreased) were enriched in response to regulation of the immune response in all diseases, and the PLS1− genes were specifically enriched in the epigenetics profile in MS, membrane disruption and cell adhesion in AQP4+ NMOSD, and leukocyte activation in AQP4− NMOSD. For the cell type transcriptional signature, microglia and astrocytes accounted for the decreased fALFF. The fALFF-associated PLS1− genes directly correlated with Expanded Disability Status Scale of MS and disease duration across disorders.
CONCLUSIONS: We revealed the functional activity alterations and their underlying shared and specific gene transcriptional signatures in MS, AQP4+ NMOSD, and AQP4− NMOSD.
ABBREVIATIONS:
- AHBA
- Allen Human Brain Atlas
- AQP4
- antiaquaporin-4 antibody
- EDSS
- Expanded Disability Status Scale
- fALFF
- fractional amplitude of low-frequency fluctuation
- FDR
- false discovery rate
- GO
- gene ontology
- HC
- healthy controls
- KEGG
- Kyoto Encyclopedia of Genes and Genomes
- NMOSD
- neuromyelitis optica spectrum disorder
- PASTA
- Paramedic Acute Stroke Treatment Assessment
- pFDR
- P value with false discovery rate corrected
- PLS
- partial least squares
- rsfMRI
- resting-state fMRI
Footnotes
Yuna Li and J. Sun contributed equally to the article.
Yuna Li and Jun Sun are first authors and contributed equally to this work.
Yongmei Li, Huxing Zhang and Yaou Liu are senior authors and contributed equally to this work.
This work was supported by the Ministry of Science and Technology of China-National Key Research Project (NO.2022YFC2009904), National Science Foundation of China (NO.82330057), Beijing Hospital Management Center-Climb Plan (No. DFL20220503), Capital Medical University Young Scholars (Y.L.), Capital Medical Science Innovation Center Scientific Research Pioneering Project (NO.CX23YQ06), National Science Foundation of China (NO. 822020840), Young Scientists Program of Beijing Tiantan Hospital, Capital Medical University (NO.YSP202205), and Youth Project of Beijing Natural Science Foundation (NO.7244328).
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- © 2024 by American Journal of Neuroradiology
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